{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Processing of the Dataset for Multi-label classification "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-  In this notebook I will explain how the dataset generation for the multi-label task was performed"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dependencies\n",
    "\n",
    "-  The python packages mentioned below.\n",
    "-  One additional package (also mentioned below) that I created which is available in the repository. \n",
    "-  The audio files from the dataset, arranged in the 10 original folders."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Lets import packages\n",
    "import santiago_data_preprocessing as prep\n",
    "import math\n",
    "import numpy as np\n",
    "import h5py\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.io import wavfile\n",
    "import imp\n",
    "from scipy import signal\n",
    "import time\n",
    "import pandas as pd\n",
    "import wave\n",
    "import os\n",
    "from sklearn.model_selection import train_test_split\n",
    "import struct\n",
    "import IPython.display as ipd\n",
    "import random\n",
    "import librosa\n",
    "import soundfile as sf\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Defining the functions we will need to process the audio files <br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_files_and_resample(sampling_rate_new, desired_length_seconds, noise = False, noise_all = False, db_SNR = 0):\n",
    "    \n",
    "# A function to import the original files, resample them and get also their Class Id\n",
    "    # Inputs:\n",
    "        # sampling_rate_new - the new sampling rate we want to apply to all audio files\n",
    "        # desired_length_seconds - length we want the audio files to have\n",
    "    # Outputs:\n",
    "        # x, matrix with dimensions (sampling_rate_new*duration, number_of_examples)\n",
    "        # y, vector with dimensions (1,number_of_examples)\n",
    "    \n",
    "    startpath = os.path.abspath(\"UrbanSound8K_Original\\\\audio\")\n",
    "    list_with_file_names1 = os.listdir(startpath) \n",
    "\n",
    "\n",
    "    duration_samples = int(desired_length_seconds * sampling_rate_new)\n",
    "    y = []\n",
    "    x =[]\n",
    "    index = 0\n",
    "    \n",
    "    for file1 in list_with_file_names1:  #Loop over the different folders (fold1, fold2,...)\n",
    "\n",
    "        if file1 == '.DS_Store':         #Ommit this file\n",
    "            continue\n",
    "            \n",
    "        completePath1 = os.path.join(startpath,file1) \n",
    "\n",
    "        list_with_file_names2 = os.listdir(completePath1)\n",
    "        \n",
    "           \n",
    "        counter = [0,0,0,0,0,0,0,0,0,0]\n",
    "        \n",
    "#         if file1 != 'fold9':\n",
    "#             continue\n",
    "\n",
    "        for file2 in reversed(list_with_file_names2): #Loop over the different audio files in the different folders (fold1,...)\n",
    "\n",
    "            if file2 == '.DS_Store':        #Ommit this file\n",
    "                continue\n",
    "            \n",
    "                \n",
    "            completePath2 = os.path.join(completePath1,file2)\n",
    "            \n",
    "            index += 1\n",
    "            \n",
    "            class_id = file2.split(\"-\")[1]     #Extract the class id, e.g. 9031-3-1-0.wav --> Class id = 3\n",
    "            counter[int(class_id)] += 1\n",
    "            \n",
    "            number = 28  #Max number of audio samples per folder and per class\n",
    "\n",
    "            if (counter[0] > number and int(class_id) == 0):\n",
    "                continue\n",
    "            elif (counter[1] > number and int(class_id) == 1):\n",
    "                continue\n",
    "            elif (counter[2] > number and int(class_id) == 2):\n",
    "                continue\n",
    "            elif (counter[3] > number and int(class_id) == 3):\n",
    "                continue\n",
    "            elif (counter[4] > number and int(class_id) == 4):\n",
    "                continue\n",
    "            elif (counter[5] > number and int(class_id) == 5):\n",
    "                continue\n",
    "            elif (counter[6] > number and int(class_id) == 6):\n",
    "                continue\n",
    "            elif (counter[7] > number and int(class_id) == 7):\n",
    "                continue\n",
    "            elif (counter[8] > number and int(class_id) == 8):\n",
    "                continue\n",
    "            elif (counter[9] > number and int(class_id) == 9):\n",
    "                continue\n",
    "\n",
    "\n",
    "            input_file, sampling_rate_orig = sf.read(completePath2) #Gets input file and sampling rate (sf supports 24-bit inputs)\n",
    "            \n",
    "            if input_file.ndim == 2:\n",
    "                input_file = input_file[:,0]    #Takes only channel1\n",
    "                       \n",
    "            inputfile_resampled = librosa.resample(input_file, sampling_rate_orig, sampling_rate_new) #Resampling\n",
    "            \n",
    "            if len(inputfile_resampled) < duration_samples:\n",
    "                x_files = prep.zero_pad(inputfile_resampled, sampling_rate_new, desired_length_seconds, \n",
    "                                  noise = noise, noise_all = noise_all, db_SNR = db_SNR, index=index)\n",
    "#                 x_files = prep.extend_file(inputfile_resampled, sampling_rate_new, desired_length_seconds)\n",
    "\n",
    "\n",
    "            elif noise == True:\n",
    "                x_files, noise_scaled = prep.add_noise(inputfile_resampled[0:duration_samples],db_SNR, index=index)\n",
    "            \n",
    "            else:\n",
    "                x_files = inputfile_resampled[0:duration_samples]\n",
    "\n",
    "            y.append(class_id)\n",
    "            x.append(x_files)   #Appends to a list of arrays\n",
    "            \n",
    "    x2 = np.array(x)\n",
    "    \n",
    "    x = np.transpose(x2)        #Creates an array from the list of arrays, and transposes it to get the desired shape\n",
    "    y = np.array(y).astype(int) #Convert the list to an array\n",
    "\n",
    "    \n",
    "    return x, y #, counting_files \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Processing the audio files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "#SELECT PARAMETERS\n",
    "sampling_rate_new = 22050\n",
    "duration = 3  #          # duration that I want the audio files to have (in seconds)\n",
    "mel_bands = 60       # mel frequency bands to extract\n",
    "window_size = 1024     # for the STFT (in samples)\n",
    "hop_length = 512   # for the STFT (in samples)\n",
    "\n",
    "db_SNR = 2     #SNR pink noise\n",
    "\n",
    "t = time.time()\n",
    "\n",
    "# Extract the 28*10*45 audio files from the 10 folders\n",
    "x, y = get_files_and_resample(sampling_rate_new, duration, noise = False, noise_all = False, db_SNR = db_SNR)\n",
    "\n",
    "# Split them into training, validation and test sets, otherwise the mixing gets messy\n",
    "x_train = x[:, 0:2240] \n",
    "y_train = y[0:2240]\n",
    "\n",
    "x_val = x[:, 2240:2520]\n",
    "y_val = y[2240:2520]\n",
    "\n",
    "x_test = x[:, 2520:2800]\n",
    "y_test = y[2520:2800]\n",
    "\n",
    "class_ids = [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]\n",
    "\n",
    "# Order them to split them into train/test/val sets\n",
    "x_ordered_train, y_ordered_train = prep.order_files(x_train, y_train, class_ids)\n",
    "x_ordered_val, y_ordered_val = prep.order_files(x_val, y_val, class_ids)\n",
    "x_ordered_test, y_ordered_test = prep.order_files(x_test, y_test, class_ids)\n",
    "\n",
    "# Mix them\n",
    "x_mixed_train, y_mixed_train = prep.mix_files(x_ordered_train, y_ordered_train, examples_per_class = 28*8)\n",
    "x_mixed_val, y_mixed_val = prep.mix_files(x_ordered_val, y_ordered_val, examples_per_class = 28)\n",
    "x_mixed_test, y_mixed_test = prep.mix_files(x_ordered_test, y_ordered_test, examples_per_class = 28)\n",
    "\n",
    "# Extract features\n",
    "features_train = prep.get_mel_spectrogram(x_mixed_train, sampling_rate_new, mel_bands, window_size, hop_length)\n",
    "features_val = prep.get_mel_spectrogram(x_mixed_val, sampling_rate_new, mel_bands, window_size, hop_length)\n",
    "features_test = prep.get_mel_spectrogram(x_mixed_test, sampling_rate_new, mel_bands, window_size, hop_length)\n",
    "\n",
    "# Convert y to one-hot  \n",
    "y_labels = np.concatenate((y_mixed_train, y_mixed_val, y_mixed_test))\n",
    "y_train_one_hot = prep.one_hot_encode_mine(y_labels)\n",
    "y_train_one_hot = prep.one_hot_encode_mine(y_mixed_train)\n",
    "\n",
    "# Concatenate features\n",
    "features = np.concatenate((features_train, features_val, features_test), axis = 0)\n",
    "\n",
    "elapsed = time.time() - t"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Let's hear and visualize an example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x24e92fbd898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Idx of example to plot\n",
    "example = 7  \n",
    "\n",
    "#Take features samples of one example\n",
    "Sxx = features_train[:,:,example]\n",
    "\n",
    "class_names = ['Air conditioner','Car horn','Children pl.','Dog bark','Drilling','Engine','Gun shot','Jackhammer','Siren','Street music']\n",
    "\n",
    "#Create figure and two subplots for the two pictures\n",
    "fig, axes = plt.subplots(nrows = 2, ncols = 1, figsize = (8,8))\n",
    "\n",
    "#Generate the mel-spectrogram plot\n",
    "fig.colorbar(axes[0].pcolormesh(Sxx), format='%+2.0f dB', ax = axes[0])\n",
    "axes[0].set(title = 'One example from the dataset, classes %s' %y_mixed_train[example], ylabel = 'Frequency [Mel bands]', xlabel = 'Time [frames]')\n",
    "\n",
    "#Generate the signal amplitude plot\n",
    "time_vector = np.arange(0,x_mixed_train.shape[0],1) / sampling_rate_new\n",
    "axes[1].plot(time_vector, x_mixed_train[:,example])\n",
    "axes[1].set(title = 'One example from the dataset, classes %s' %y_mixed_train[example], xlabel = 'Time (s)', ylabel = 'Amplitude')\n",
    "\n",
    "#Adjust the subplots\n",
    "plt.tight_layout()\n",
    "\n",
    "#Write the audio file to then play it. Change the folder!\n",
    "sf.write(r'C:\\Users\\Santiago\\deep-machine-learning\\Sounds_for_notebooks\\Ejemplin.wav', x_mixed_train[:,example], sampling_rate_new)\n",
    "ipd.display(ipd.Audio(filename = r'C:\\Users\\Santiago\\deep-machine-learning\\Sounds_for_notebooks\\Ejemplin.wav'))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A more visual example of how the mixing of the different classes is performed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['A1B1', 'A1C1', 'A2B2', 'A2C2', 'A3B3', 'A3C3', 'A4B4', 'A4C4', 'A5B5', 'A5C5', 'B1C1', 'B2C2', 'B3C3', 'B4C4', 'B5C5']\n"
     ]
    }
   ],
   "source": [
    "x_list = []\n",
    "y_list = []\n",
    "\n",
    "number_classes = 3\n",
    "examples_per_class = 5\n",
    "examples = ['A1', 'A2', 'A3', 'A4', 'A5', 'B1', 'B2', 'B3', 'B4', 'B5', 'C1', 'C2', 'C3', 'C4', 'C5']\n",
    "\n",
    "\n",
    "for index in range(number_classes):\n",
    "\n",
    "    for i in range(examples_per_class):\n",
    "\n",
    "        for ii in range(number_classes):\n",
    "\n",
    "            \n",
    "            if (index * examples_per_class + i) >= (ii * examples_per_class + i):\n",
    "                continue\n",
    "            \n",
    "\n",
    "            x_list.append(examples[index * examples_per_class + i] + examples[ii * examples_per_class + i])\n",
    "            \n",
    "        \n",
    "print(x_list)\n"
   ]
  }
 ],
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